{"id":"W2339186904","doi":"10.7448/ias.19.1.20707","title":"A picture is worth a thousand words: maps of HIV indicators to inform research, programs, and policy from NA‐ACCORD and CCASAnet clinical cohorts","year":2016,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Calgary; AIDS Vancouver","funders":"National Institute of Allergy and Infectious Diseases; National Eye Institute; National Institute on Drug Abuse; U.S. Public Health Service; National Institute on Minority Health and Health Disparities; National Center for Research Resources; Centers for Disease Control and Prevention; National Cancer Institute; National Institute on Alcohol Abuse and Alcoholism; Kaiser Permanente; Case Western Reserve University; Universidad de Chile; Eunice Kennedy Shriver National Institute of Child Health and Human Development; University of North Carolina at Chapel Hill; Agency for Healthcare Research and Quality; Government of Alberta; Johns Hopkins University; Canadian Institutes of Health Research; University of Washington; National Institutes of Health; Vanderbilt University; National Center for Advancing Translational Sciences; Health Resources and Services Administration","keywords":"Medicine; Human immunodeficiency virus (HIV); Antiretroviral therapy; Demography; Cohort; Epidemiology; Health care; Viral load; Geography; Gerontology; Family medicine; Economic growth; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01216935,0.001091389,0.0006397094,0.006789195,0.002056732,0.009694646,0.002380418,0.002119052,0.02106652],"category_scores_gemma":[0.07555018,0.0007756959,0.001096547,0.0116429,0.003190235,0.01389501,0.005278815,0.004288228,0.004859499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003806853,"about_ca_system_score_gemma":0.007440434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02268776,"about_ca_topic_score_gemma":0.02633949,"domain_scores_codex":[0.9941102,0.003693234,0.0003769887,0.0003892525,0.001220964,0.0002094116],"domain_scores_gemma":[0.9660029,0.01689092,0.002628514,0.004788582,0.007590704,0.002098319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002166899,0.0000691131,0.02577431,0.001293813,0.0001949715,0.0002209362,0.005981622,0.0023395,0.0001727878,0.05612447,0.6223624,0.2852494],"study_design_scores_gemma":[0.000110657,0.0000759474,0.02237486,0.003406716,0.0001122659,0.0002481315,0.01653556,0.001960361,0.0002001676,0.1477226,0.8070586,0.0001941239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03819545,0.03866402,0.1043058,0.6593412,0.02114928,0.0008844189,0.0493481,0.005201144,0.08291052],"genre_scores_gemma":[0.3838899,0.0743937,0.391178,0.06015298,0.01304979,0.003081393,0.03744829,0.004821315,0.03198461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02268776,"threshold_uncertainty_score":0.07047451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748314632049669,"score_gpt":0.3826271057848347,"score_spread":0.345143959464338,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}